# Keypoint Evaluator

This application evaluates a RAG (Retrieval-Augmented Generation) system based on the keypoint methodology from the RAGEval paper.

## How to use

To run the evaluation, execute the following command from the root directory of the project:

```bash
python -m keypoint_eval.main --evaluation-name <EVALUATION_NAME> --matriz-eval <PATH_TO_EVALUATION_MATRIX_FILE>
```

### Arguments

*   `--evaluation-name`: The name of the evaluation.
*   `--matriz-eval`: The path to the evaluation matrix file.

The application will read the evaluation matrix from the specified file and will generate a CSV and a JSON file with the evaluation results.

## Input File Structure

The input file can be a CSV, Excel, or JSON file.

The file must contain the following columns:

*   `input`: The user's question.
*   `expected_output`: The ground truth or expected answer.
*   `category` (optional): The category of the question.

If the `input` column is not found, the application will look for columns containing "pregunta" or "question".